Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 2899 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 328.5 KiB |
| Average record size in memory | 116.0 B |
Variable types
| Numeric | 13 |
|---|---|
| Categorical | 2 |
日期 has a high cardinality: 2899 distinct values | High cardinality |
df_index is highly correlated with 总市值 and 1 other fields | High correlation |
收盘价 is highly correlated with 最高价 and 7 other fields | High correlation |
最高价 is highly correlated with 收盘价 and 7 other fields | High correlation |
最低价 is highly correlated with 收盘价 and 6 other fields | High correlation |
开盘价 is highly correlated with 收盘价 and 7 other fields | High correlation |
前收盘 is highly correlated with 收盘价 and 7 other fields | High correlation |
换手率 is highly correlated with 成交量 and 1 other fields | High correlation |
成交量 is highly correlated with 收盘价 and 7 other fields | High correlation |
成交金额 is highly correlated with 收盘价 and 8 other fields | High correlation |
总市值 is highly correlated with df_index and 8 other fields | High correlation |
流通市值 is highly correlated with df_index and 8 other fields | High correlation |
涨跌额 is highly correlated with 涨跌幅 | High correlation |
涨跌幅 is highly correlated with 涨跌额 | High correlation |
df_index is highly correlated with 总市值 and 1 other fields | High correlation |
收盘价 is highly correlated with 最高价 and 6 other fields | High correlation |
最高价 is highly correlated with 收盘价 and 6 other fields | High correlation |
最低价 is highly correlated with 收盘价 and 6 other fields | High correlation |
开盘价 is highly correlated with 收盘价 and 6 other fields | High correlation |
前收盘 is highly correlated with 收盘价 and 6 other fields | High correlation |
换手率 is highly correlated with 成交量 and 1 other fields | High correlation |
成交量 is highly correlated with 换手率 and 3 other fields | High correlation |
成交金额 is highly correlated with 收盘价 and 8 other fields | High correlation |
总市值 is highly correlated with df_index and 8 other fields | High correlation |
流通市值 is highly correlated with df_index and 8 other fields | High correlation |
涨跌额 is highly correlated with 涨跌幅 | High correlation |
涨跌幅 is highly correlated with 涨跌额 | High correlation |
df_index is highly correlated with 流通市值 | High correlation |
收盘价 is highly correlated with 最高价 and 7 other fields | High correlation |
最高价 is highly correlated with 收盘价 and 7 other fields | High correlation |
最低价 is highly correlated with 收盘价 and 7 other fields | High correlation |
开盘价 is highly correlated with 收盘价 and 7 other fields | High correlation |
前收盘 is highly correlated with 收盘价 and 7 other fields | High correlation |
换手率 is highly correlated with 成交量 and 1 other fields | High correlation |
成交量 is highly correlated with 换手率 and 2 other fields | High correlation |
成交金额 is highly correlated with 收盘价 and 8 other fields | High correlation |
总市值 is highly correlated with 收盘价 and 7 other fields | High correlation |
流通市值 is highly correlated with df_index and 8 other fields | High correlation |
涨跌额 is highly correlated with 涨跌幅 and 1 other fields | High correlation |
涨跌幅 is highly correlated with 涨跌额 and 1 other fields | High correlation |
次日涨跌 is highly correlated with 收盘价 and 11 other fields | High correlation |
总市值 is highly correlated with 开盘价 and 9 other fields | High correlation |
开盘价 is highly correlated with 总市值 and 9 other fields | High correlation |
涨跌幅 is highly correlated with 涨跌额 | High correlation |
成交量 is highly correlated with 总市值 and 10 other fields | High correlation |
最高价 is highly correlated with 总市值 and 9 other fields | High correlation |
成交金额 is highly correlated with 总市值 and 10 other fields | High correlation |
最低价 is highly correlated with 总市值 and 9 other fields | High correlation |
流通市值 is highly correlated with 总市值 and 9 other fields | High correlation |
收盘价 is highly correlated with 总市值 and 9 other fields | High correlation |
df_index is highly correlated with 总市值 and 8 other fields | High correlation |
换手率 is highly correlated with 成交量 and 1 other fields | High correlation |
涨跌额 is highly correlated with 总市值 and 9 other fields | High correlation |
前收盘 is highly correlated with 总市值 and 9 other fields | High correlation |
日期 is uniformly distributed | Uniform |
df_index has unique values | Unique |
日期 has unique values | Unique |
成交量 has unique values | Unique |
成交金额 has unique values | Unique |
涨跌额 has 69 (2.4%) zeros | Zeros |
涨跌幅 has 69 (2.4%) zeros | Zeros |
Reproduction
| Analysis started | 2021-08-06 05:24:44.231063 |
|---|---|
| Analysis finished | 2021-08-06 05:24:59.825685 |
| Duration | 15.59 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
df_index
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 2899 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1590.219041 |
| Minimum | 0 |
|---|---|
| Maximum | 3212 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 144.9 |
| Q1 | 728.5 |
| median | 1568 |
| Q3 | 2475.5 |
| 95-th percentile | 3063.1 |
| Maximum | 3212 |
| Range | 3212 |
| Interquartile range (IQR) | 1747 |
Descriptive statistics
| Standard deviation | 967.1750962 |
|---|---|
| Coefficient of variation (CV) | 0.608202437 |
| Kurtosis | -1.330087003 |
| Mean | 1590.219041 |
| Median Absolute Deviation (MAD) | 874 |
| Skewness | 0.03818590785 |
| Sum | 4610045 |
| Variance | 935427.6666 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 2224 | 1 | < 0.1% |
| 2226 | 1 | < 0.1% |
| 2227 | 1 | < 0.1% |
| 2228 | 1 | < 0.1% |
| 2229 | 1 | < 0.1% |
| 2230 | 1 | < 0.1% |
| 2231 | 1 | < 0.1% |
| 2232 | 1 | < 0.1% |
| 2233 | 1 | < 0.1% |
| Other values (2889) | 2889 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 3212 | 1 | |
| 3211 | 1 | |
| 3210 | 1 | |
| 3209 | 1 | |
| 3208 | 1 | |
| 3207 | 1 | |
| 3206 | 1 | |
| 3205 | 1 | |
| 3204 | 1 | |
| 3203 | 1 |
| Distinct | 2899 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.8 KiB |
| 2021/8/5 | 1 |
|---|---|
| 2012/6/15 | 1 |
| 2012/6/13 | 1 |
| 2012/6/12 | 1 |
| 2012/6/11 | 1 |
| Other values (2894) |
Length
| Max length | 10 |
|---|---|
| Median length | 9 |
| Mean length | 8.962400828 |
| Min length | 8 |
Characters and Unicode
| Total characters | 25982 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2899 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 2021/8/5 |
|---|---|
| 2nd row | 2021/8/4 |
| 3rd row | 2021/8/3 |
| 4th row | 2021/8/2 |
| 5th row | 2021/7/30 |
Common Values
| Value | Count | Frequency (%) |
| 2021/8/5 | 1 | < 0.1% |
| 2012/6/15 | 1 | < 0.1% |
| 2012/6/13 | 1 | < 0.1% |
| 2012/6/12 | 1 | < 0.1% |
| 2012/6/11 | 1 | < 0.1% |
| 2012/6/8 | 1 | < 0.1% |
| 2012/6/7 | 1 | < 0.1% |
| 2012/6/6 | 1 | < 0.1% |
| 2012/6/5 | 1 | < 0.1% |
| 2012/6/4 | 1 | < 0.1% |
| Other values (2889) | 2889 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 2021/8/5 | 1 | < 0.1% |
| 2012/6/15 | 1 | < 0.1% |
| 2012/6/13 | 1 | < 0.1% |
| 2012/6/12 | 1 | < 0.1% |
| 2012/6/11 | 1 | < 0.1% |
| 2012/6/8 | 1 | < 0.1% |
| 2012/6/7 | 1 | < 0.1% |
| 2012/6/6 | 1 | < 0.1% |
| 2012/6/5 | 1 | < 0.1% |
| 2012/6/4 | 1 | < 0.1% |
| Other values (2889) | 2889 |
Most occurring characters
| Value | Count | Frequency (%) |
| / | 5798 | |
| 2 | 5269 | |
| 1 | 4970 | |
| 0 | 4241 | |
| 9 | 988 | 3.8% |
| 8 | 928 | 3.6% |
| 7 | 804 | 3.1% |
| 3 | 787 | 3.0% |
| 6 | 772 | 3.0% |
| 4 | 768 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 20184 | |
| Other Punctuation | 5798 | 22.3% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 5269 | |
| 1 | 4970 | |
| 0 | 4241 | |
| 9 | 988 | 4.9% |
| 8 | 928 | 4.6% |
| 7 | 804 | 4.0% |
| 3 | 787 | 3.9% |
| 6 | 772 | 3.8% |
| 4 | 768 | 3.8% |
| 5 | 657 | 3.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 5798 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25982 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| / | 5798 | |
| 2 | 5269 | |
| 1 | 4970 | |
| 0 | 4241 | |
| 9 | 988 | 3.8% |
| 8 | 928 | 3.6% |
| 7 | 804 | 3.1% |
| 3 | 787 | 3.0% |
| 6 | 772 | 3.0% |
| 4 | 768 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25982 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| / | 5798 | |
| 2 | 5269 | |
| 1 | 4970 | |
| 0 | 4241 | |
| 9 | 988 | 3.8% |
| 8 | 928 | 3.6% |
| 7 | 804 | 3.1% |
| 3 | 787 | 3.0% |
| 6 | 772 | 3.0% |
| 4 | 768 | 3.0% |
| Distinct | 1433 |
|---|---|
| Distinct (%) | 49.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.25770956 |
| Minimum | 3.57 |
|---|---|
| Maximum | 51.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 3.57 |
|---|---|
| 5-th percentile | 4.159 |
| Q1 | 8.09 |
| median | 10.77 |
| Q3 | 14.67 |
| 95-th percentile | 25.635 |
| Maximum | 51.2 |
| Range | 47.63 |
| Interquartile range (IQR) | 6.58 |
Descriptive statistics
| Standard deviation | 6.650284717 |
|---|---|
| Coefficient of variation (CV) | 0.5425389374 |
| Kurtosis | 4.052231069 |
| Mean | 12.25770956 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.619935896 |
| Sum | 35535.1 |
| Variance | 44.22628682 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.4 | 13 | 0.4% |
| 8 | 9 | 0.3% |
| 8.97 | 9 | 0.3% |
| 8.6 | 8 | 0.3% |
| 8.41 | 8 | 0.3% |
| 11.14 | 8 | 0.3% |
| 4.04 | 8 | 0.3% |
| 11.2 | 7 | 0.2% |
| 12.07 | 7 | 0.2% |
| 8.82 | 7 | 0.2% |
| Other values (1423) | 2815 |
| Value | Count | Frequency (%) |
| 3.57 | 1 | < 0.1% |
| 3.59 | 3 | |
| 3.6 | 1 | < 0.1% |
| 3.68 | 1 | < 0.1% |
| 3.7 | 2 | |
| 3.74 | 1 | < 0.1% |
| 3.75 | 1 | < 0.1% |
| 3.77 | 2 | |
| 3.78 | 1 | < 0.1% |
| 3.79 | 3 |
| Value | Count | Frequency (%) |
| 51.2 | 1 | |
| 49.53 | 1 | |
| 49.5 | 1 | |
| 49.4 | 1 | |
| 48.3 | 1 | |
| 48.08 | 1 | |
| 46.65 | 1 | |
| 46.6 | 1 | |
| 46.56 | 1 | |
| 46.15 | 1 |
| Distinct | 1435 |
|---|---|
| Distinct (%) | 49.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.5584098 |
| Minimum | 3.61 |
|---|---|
| Maximum | 53.13 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 3.61 |
|---|---|
| 5-th percentile | 4.22 |
| Q1 | 8.28 |
| median | 10.95 |
| Q3 | 14.99 |
| 95-th percentile | 26.131 |
| Maximum | 53.13 |
| Range | 49.52 |
| Interquartile range (IQR) | 6.71 |
Descriptive statistics
| Standard deviation | 6.879166209 |
|---|---|
| Coefficient of variation (CV) | 0.5477736688 |
| Kurtosis | 4.44559435 |
| Mean | 12.5584098 |
| Median Absolute Deviation (MAD) | 3.06 |
| Skewness | 1.674542528 |
| Sum | 36406.83 |
| Variance | 47.32292773 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9.55 | 13 | 0.4% |
| 4.09 | 12 | 0.4% |
| 12.09 | 10 | 0.3% |
| 9.33 | 9 | 0.3% |
| 8.55 | 8 | 0.3% |
| 4.08 | 8 | 0.3% |
| 9.78 | 8 | 0.3% |
| 11.15 | 8 | 0.3% |
| 12.2 | 8 | 0.3% |
| 4.19 | 7 | 0.2% |
| Other values (1425) | 2808 |
| Value | Count | Frequency (%) |
| 3.61 | 1 | |
| 3.62 | 1 | |
| 3.66 | 1 | |
| 3.69 | 1 | |
| 3.73 | 1 | |
| 3.74 | 1 | |
| 3.77 | 2 | |
| 3.82 | 2 | |
| 3.83 | 1 | |
| 3.84 | 1 |
| Value | Count | Frequency (%) |
| 53.13 | 1 | |
| 52.98 | 1 | |
| 52.7 | 1 | |
| 51.89 | 1 | |
| 50.66 | 1 | |
| 49.98 | 1 | |
| 49.73 | 1 | |
| 49.5 | 1 | |
| 48.88 | 1 | |
| 48.86 | 1 |
| Distinct | 1375 |
|---|---|
| Distinct (%) | 47.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.94749569 |
| Minimum | 3.48 |
|---|---|
| Maximum | 49.84 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 3.48 |
|---|---|
| 5-th percentile | 4.08 |
| Q1 | 7.9 |
| median | 10.52 |
| Q3 | 14.33 |
| 95-th percentile | 24.81 |
| Maximum | 49.84 |
| Range | 46.36 |
| Interquartile range (IQR) | 6.43 |
Descriptive statistics
| Standard deviation | 6.407963252 |
|---|---|
| Coefficient of variation (CV) | 0.5363436338 |
| Kurtosis | 3.722209969 |
| Mean | 11.94749569 |
| Median Absolute Deviation (MAD) | 2.92 |
| Skewness | 1.566630021 |
| Sum | 34635.79 |
| Variance | 41.06199304 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.8 | 11 | 0.4% |
| 11.38 | 10 | 0.3% |
| 8.81 | 9 | 0.3% |
| 8.9 | 9 | 0.3% |
| 7 | 8 | 0.3% |
| 11.5 | 8 | 0.3% |
| 3.86 | 8 | 0.3% |
| 7.88 | 8 | 0.3% |
| 8.2 | 8 | 0.3% |
| 7.8 | 8 | 0.3% |
| Other values (1365) | 2812 |
| Value | Count | Frequency (%) |
| 3.48 | 2 | |
| 3.5 | 1 | < 0.1% |
| 3.54 | 1 | < 0.1% |
| 3.55 | 1 | < 0.1% |
| 3.56 | 1 | < 0.1% |
| 3.61 | 1 | < 0.1% |
| 3.64 | 2 | |
| 3.67 | 1 | < 0.1% |
| 3.7 | 1 | < 0.1% |
| 3.71 | 3 |
| Value | Count | Frequency (%) |
| 49.84 | 1 | |
| 47.92 | 1 | |
| 47.3 | 1 | |
| 46.61 | 1 | |
| 45.72 | 1 | |
| 45.7 | 1 | |
| 45 | 1 | |
| 44.29 | 1 | |
| 43.47 | 1 | |
| 43.28 | 1 |
| Distinct | 1394 |
|---|---|
| Distinct (%) | 48.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.22971369 |
| Minimum | 3.53 |
|---|---|
| Maximum | 50.25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 3.53 |
|---|---|
| 5-th percentile | 4.16 |
| Q1 | 8.05 |
| median | 10.7 |
| Q3 | 14.665 |
| 95-th percentile | 25.482 |
| Maximum | 50.25 |
| Range | 46.72 |
| Interquartile range (IQR) | 6.615 |
Descriptive statistics
| Standard deviation | 6.616875003 |
|---|---|
| Coefficient of variation (CV) | 0.5410490522 |
| Kurtosis | 4.019029525 |
| Mean | 12.22971369 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.610315584 |
| Sum | 35453.94 |
| Variance | 43.7830348 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 12 | 14 | 0.5% |
| 8.3 | 11 | 0.4% |
| 11.2 | 10 | 0.3% |
| 9.3 | 10 | 0.3% |
| 4.03 | 10 | 0.3% |
| 8.33 | 9 | 0.3% |
| 9.1 | 9 | 0.3% |
| 8 | 9 | 0.3% |
| 10.7 | 8 | 0.3% |
| 8.6 | 8 | 0.3% |
| Other values (1384) | 2801 |
| Value | Count | Frequency (%) |
| 3.53 | 1 | < 0.1% |
| 3.54 | 1 | < 0.1% |
| 3.57 | 2 | |
| 3.6 | 1 | < 0.1% |
| 3.65 | 1 | < 0.1% |
| 3.67 | 1 | < 0.1% |
| 3.71 | 1 | < 0.1% |
| 3.73 | 1 | < 0.1% |
| 3.74 | 2 | |
| 3.76 | 3 |
| Value | Count | Frequency (%) |
| 50.25 | 1 | |
| 50 | 1 | |
| 49.1 | 1 | |
| 49.01 | 1 | |
| 49 | 1 | |
| 48.5 | 1 | |
| 47.56 | 1 | |
| 45.92 | 1 | |
| 45.88 | 1 | |
| 45.54 | 1 |
| Distinct | 1435 |
|---|---|
| Distinct (%) | 49.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.2493791 |
| Minimum | 3.57 |
|---|---|
| Maximum | 51.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 3.57 |
|---|---|
| 5-th percentile | 4.159 |
| Q1 | 8.08 |
| median | 10.76 |
| Q3 | 14.67 |
| 95-th percentile | 25.567 |
| Maximum | 51.2 |
| Range | 47.63 |
| Interquartile range (IQR) | 6.59 |
Descriptive statistics
| Standard deviation | 6.62939826 |
|---|---|
| Coefficient of variation (CV) | 0.5412027995 |
| Kurtosis | 4.003919515 |
| Mean | 12.2493791 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.607949074 |
| Sum | 35510.95 |
| Variance | 43.94892128 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.4 | 13 | 0.4% |
| 8 | 10 | 0.3% |
| 4.04 | 8 | 0.3% |
| 8.97 | 8 | 0.3% |
| 8.41 | 8 | 0.3% |
| 11.14 | 8 | 0.3% |
| 8.6 | 8 | 0.3% |
| 8.79 | 7 | 0.2% |
| 11.62 | 7 | 0.2% |
| 10.03 | 7 | 0.2% |
| Other values (1425) | 2815 |
| Value | Count | Frequency (%) |
| 3.57 | 1 | < 0.1% |
| 3.59 | 3 | |
| 3.6 | 1 | < 0.1% |
| 3.68 | 1 | < 0.1% |
| 3.7 | 2 | |
| 3.74 | 1 | < 0.1% |
| 3.75 | 1 | < 0.1% |
| 3.77 | 2 | |
| 3.78 | 1 | < 0.1% |
| 3.79 | 3 |
| Value | Count | Frequency (%) |
| 51.2 | 1 | |
| 49.53 | 1 | |
| 49.5 | 1 | |
| 49.4 | 1 | |
| 48.3 | 1 | |
| 48.08 | 1 | |
| 46.65 | 1 | |
| 46.6 | 1 | |
| 46.56 | 1 | |
| 46.15 | 1 |
| Distinct | 2841 |
|---|---|
| Distinct (%) | 98.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.43753377 |
| Minimum | 0.0564 |
|---|---|
| Maximum | 30.9481 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 0.0564 |
|---|---|
| 5-th percentile | 0.52889 |
| Q1 | 1.23805 |
| median | 2.483 |
| Q3 | 4.6203 |
| 95-th percentile | 9.48531 |
| Maximum | 30.9481 |
| Range | 30.8917 |
| Interquartile range (IQR) | 3.38225 |
Descriptive statistics
| Standard deviation | 3.088831522 |
|---|---|
| Coefficient of variation (CV) | 0.8985603426 |
| Kurtosis | 7.477158521 |
| Mean | 3.43753377 |
| Median Absolute Deviation (MAD) | 1.4839 |
| Skewness | 2.105149554 |
| Sum | 9965.4104 |
| Variance | 9.540880173 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.7255 | 3 | 0.1% |
| 0.8872 | 3 | 0.1% |
| 2.0426 | 2 | 0.1% |
| 0.7471 | 2 | 0.1% |
| 1.1542 | 2 | 0.1% |
| 3.2102 | 2 | 0.1% |
| 7.0536 | 2 | 0.1% |
| 2.1273 | 2 | 0.1% |
| 3.9113 | 2 | 0.1% |
| 3.3984 | 2 | 0.1% |
| Other values (2831) | 2877 |
| Value | Count | Frequency (%) |
| 0.0564 | 1 | |
| 0.0695 | 1 | |
| 0.0964 | 1 | |
| 0.1398 | 1 | |
| 0.1998 | 1 | |
| 0.21 | 1 | |
| 0.2173 | 1 | |
| 0.2387 | 1 | |
| 0.2433 | 1 | |
| 0.2456 | 1 |
| Value | Count | Frequency (%) |
| 30.9481 | 1 | |
| 29.0461 | 1 | |
| 22.0791 | 1 | |
| 21.0161 | 1 | |
| 19.7724 | 1 | |
| 19.6565 | 1 | |
| 19.4709 | 1 | |
| 19.1179 | 1 | |
| 18.9544 | 1 | |
| 18.8051 | 1 |
| Distinct | 2899 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13187923.01 |
| Minimum | 276620 |
|---|---|
| Maximum | 131994091 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 276620 |
|---|---|
| 5-th percentile | 1962022 |
| Q1 | 3828724 |
| median | 7413553 |
| Q3 | 16305407.5 |
| 95-th percentile | 45608388.7 |
| Maximum | 131994091 |
| Range | 131717471 |
| Interquartile range (IQR) | 12476683.5 |
Descriptive statistics
| Standard deviation | 14967638.22 |
|---|---|
| Coefficient of variation (CV) | 1.134950379 |
| Kurtosis | 7.087645043 |
| Mean | 13187923.01 |
| Median Absolute Deviation (MAD) | 4344032 |
| Skewness | 2.392091872 |
| Sum | 3.82317888 × 1010 |
| Variance | 2.240301937 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 50074714 | 1 | < 0.1% |
| 10762105 | 1 | < 0.1% |
| 7367235 | 1 | < 0.1% |
| 10103623 | 1 | < 0.1% |
| 8867254 | 1 | < 0.1% |
| 11103661 | 1 | < 0.1% |
| 7932003 | 1 | < 0.1% |
| 8273539 | 1 | < 0.1% |
| 13688068 | 1 | < 0.1% |
| 18691010 | 1 | < 0.1% |
| Other values (2889) | 2889 |
| Value | Count | Frequency (%) |
| 276620 | 1 | |
| 340811 | 1 | |
| 473017 | 1 | |
| 661137 | 1 | |
| 686200 | 1 | |
| 721663 | 1 | |
| 782990 | 1 | |
| 810130 | 1 | |
| 865694 | 1 | |
| 904005 | 1 |
| Value | Count | Frequency (%) |
| 131994091 | 1 | |
| 116692229 | 1 | |
| 96752489 | 1 | |
| 93947328 | 1 | |
| 93880894 | 1 | |
| 93812431 | 1 | |
| 90225107 | 1 | |
| 85508337 | 1 | |
| 85242186 | 1 | |
| 85221480 | 1 |
| Distinct | 2899 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 213068441.5 |
| Minimum | 1936340 |
|---|---|
| Maximum | 4423090987 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 1936340 |
|---|---|
| 5-th percentile | 13366741.51 |
| Q1 | 33041985.98 |
| median | 72939052.84 |
| Q3 | 213765773.8 |
| 95-th percentile | 882266175.3 |
| Maximum | 4423090987 |
| Range | 4421154647 |
| Interquartile range (IQR) | 180723787.8 |
Descriptive statistics
| Standard deviation | 388832994.4 |
|---|---|
| Coefficient of variation (CV) | 1.824920629 |
| Kurtosis | 28.51915276 |
| Mean | 213068441.5 |
| Median Absolute Deviation (MAD) | 52052901.54 |
| Skewness | 4.539537797 |
| Sum | 6.176854119 × 1011 |
| Variance | 1.511910975 × 1017 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2081006127 | 1 | < 0.1% |
| 55937295.78 | 1 | < 0.1% |
| 37656679.47 | 1 | < 0.1% |
| 52212000.5 | 1 | < 0.1% |
| 44514587.62 | 1 | < 0.1% |
| 56542552.68 | 1 | < 0.1% |
| 42038196.32 | 1 | < 0.1% |
| 43433314.36 | 1 | < 0.1% |
| 73674204.83 | 1 | < 0.1% |
| 102748748.5 | 1 | < 0.1% |
| Other values (2889) | 2889 |
| Value | Count | Frequency (%) |
| 1936340 | 1 | |
| 2167557.96 | 1 | |
| 2483339.25 | 1 | |
| 4475824.69 | 1 | |
| 5180171.4 | 1 | |
| 5290602 | 1 | |
| 5652146.11 | 1 | |
| 5840594.47 | 1 | |
| 5895667.1 | 1 | |
| 5896539.67 | 1 |
| Value | Count | Frequency (%) |
| 4423090987 | 1 | |
| 4250258573 | 1 | |
| 4021694052 | 1 | |
| 3779452490 | 1 | |
| 3330406444 | 1 | |
| 3320109858 | 1 | |
| 3299274070 | 1 | |
| 3284071393 | 1 | |
| 3036815790 | 1 | |
| 2768295458 | 1 |
| Distinct | 1988 |
|---|---|
| Distinct (%) | 68.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6302179588 |
| Minimum | 1542650700 |
|---|---|
| Maximum | 3.838510377 × 1010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 1542650700 |
|---|---|
| 5-th percentile | 1997165280 |
| Q1 | 3038377830 |
| median | 4882504800 |
| Q3 | 7967471800 |
| 95-th percentile | 1.528656769 × 1010 |
| Maximum | 3.838510377 × 1010 |
| Range | 3.684245307 × 1010 |
| Interquartile range (IQR) | 4929093970 |
Descriptive statistics
| Standard deviation | 4839745736 |
|---|---|
| Coefficient of variation (CV) | 0.7679479248 |
| Kurtosis | 9.441379182 |
| Mean | 6302179588 |
| Median Absolute Deviation (MAD) | 2079358200 |
| Skewness | 2.508096678 |
| Sum | 1.827001862 × 1013 |
| Variance | 2.342313879 × 1019 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1982444160 | 8 | 0.3% |
| 3434928000 | 7 | 0.2% |
| 5701980480 | 7 | 0.2% |
| 4496885039 | 7 | 0.2% |
| 5765772000 | 6 | 0.2% |
| 2006979360 | 6 | 0.2% |
| 1972630080 | 6 | 0.2% |
| 2046235680 | 6 | 0.2% |
| 1913745600 | 6 | 0.2% |
| 1967723040 | 6 | 0.2% |
| Other values (1978) | 2834 |
| Value | Count | Frequency (%) |
| 1542650700 | 2 | |
| 1561052100 | 1 | |
| 1564119000 | 1 | |
| 1567185900 | 1 | |
| 1579453500 | 1 | |
| 1585587300 | 1 | |
| 1600921800 | 1 | |
| 1603988700 | 1 | |
| 1622390100 | 2 | |
| 1637724600 | 1 |
| Value | Count | Frequency (%) |
| 3.838510377 × 1010 | 1 | |
| 3.83578539 × 1010 | 1 | |
| 3.713308964 × 1010 | 1 | |
| 3.711059837 × 1010 | 1 | |
| 3.708732562 × 1010 | 1 | |
| 3.703562746 × 1010 | 1 | |
| 3.662924399 × 1010 | 1 | |
| 3.62109475 × 1010 | 1 | |
| 3.604601151 × 1010 | 1 | |
| 3.497392756 × 1010 | 1 |
| Distinct | 1952 |
|---|---|
| Distinct (%) | 67.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5428240290 |
| Minimum | 385750700 |
|---|---|
| Maximum | 3.565454935 × 1010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 385750700 |
|---|---|
| 5-th percentile | 671175542 |
| Q1 | 1837686480 |
| median | 4288752960 |
| Q3 | 7149557280 |
| 95-th percentile | 1.419914573 × 1010 |
| Maximum | 3.565454935 × 1010 |
| Range | 3.526879865 × 1010 |
| Interquartile range (IQR) | 5311870800 |
Descriptive statistics
| Standard deviation | 4834566529 |
|---|---|
| Coefficient of variation (CV) | 0.8906323728 |
| Kurtosis | 6.424589002 |
| Mean | 5428240290 |
| Median Absolute Deviation (MAD) | 2698860788 |
| Skewness | 2.034365903 |
| Sum | 1.57364686 × 1013 |
| Variance | 2.337303352 × 1019 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4121913600 | 10 | 0.3% |
| 3925632000 | 8 | 0.3% |
| 1982444160 | 8 | 0.3% |
| 5466442560 | 7 | 0.2% |
| 5701980480 | 7 | 0.2% |
| 2046235680 | 6 | 0.2% |
| 5765772000 | 6 | 0.2% |
| 1967723040 | 6 | 0.2% |
| 2006979360 | 6 | 0.2% |
| 1972630080 | 6 | 0.2% |
| Other values (1942) | 2829 |
| Value | Count | Frequency (%) |
| 385750700 | 2 | |
| 390352100 | 1 | |
| 391119000 | 1 | |
| 391885900 | 1 | |
| 394953500 | 1 | |
| 396487300 | 1 | |
| 400321800 | 1 | |
| 401088700 | 1 | |
| 405690100 | 2 | |
| 409524600 | 1 |
| Value | Count | Frequency (%) |
| 3.565454935 × 1010 | 1 | |
| 3.449159823 × 1010 | 1 | |
| 3.447070689 × 1010 | 1 | |
| 3.44010691 × 1010 | 1 | |
| 3.363505339 × 1010 | 1 | |
| 3.348185025 × 1010 | 1 | |
| 3.248602983 × 1010 | 1 | |
| 3.245121093 × 1010 | 1 | |
| 3.242335582 × 1010 | 1 | |
| 3.213784087 × 1010 | 1 |
| Distinct | 328 |
|---|---|
| Distinct (%) | 11.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.008330458779 |
| Minimum | -4.44 |
|---|---|
| Maximum | 4.5 |
| Zeros | 69 |
| Zeros (%) | 2.4% |
| Negative | 1340 |
| Negative (%) | 46.2% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | -4.44 |
|---|---|
| 5-th percentile | -0.77 |
| Q1 | -0.16 |
| median | 0.01 |
| Q3 | 0.18 |
| 95-th percentile | 0.791 |
| Maximum | 4.5 |
| Range | 8.94 |
| Interquartile range (IQR) | 0.34 |
Descriptive statistics
| Standard deviation | 0.5451746795 |
|---|---|
| Coefficient of variation (CV) | 65.44353606 |
| Kurtosis | 11.81591228 |
| Mean | 0.008330458779 |
| Median Absolute Deviation (MAD) | 0.17 |
| Skewness | 0.005687864129 |
| Sum | 24.15 |
| Variance | 0.2972154311 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 69 | 2.4% |
| 0.03 | 63 | 2.2% |
| 0.04 | 62 | 2.1% |
| 0.05 | 59 | 2.0% |
| -0.02 | 54 | 1.9% |
| -0.03 | 54 | 1.9% |
| 0.06 | 52 | 1.8% |
| 0.01 | 52 | 1.8% |
| 0.08 | 51 | 1.8% |
| 0.09 | 50 | 1.7% |
| Other values (318) | 2333 |
| Value | Count | Frequency (%) |
| -4.44 | 1 | |
| -3.92 | 1 | |
| -3.38 | 1 | |
| -3.09 | 1 | |
| -2.8 | 2 | |
| -2.74 | 1 | |
| -2.59 | 1 | |
| -2.56 | 1 | |
| -2.43 | 2 | |
| -2.42 | 1 |
| Value | Count | Frequency (%) |
| 4.5 | 1 | |
| 4.24 | 1 | |
| 3.86 | 1 | |
| 3.27 | 1 | |
| 3.03 | 1 | |
| 2.97 | 1 | |
| 2.93 | 1 | |
| 2.72 | 1 | |
| 2.54 | 1 | |
| 2.47 | 1 |
| Distinct | 2679 |
|---|---|
| Distinct (%) | 92.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.09199244567 |
| Minimum | -10.035 |
|---|---|
| Maximum | 10.0952 |
| Zeros | 69 |
| Zeros (%) | 2.4% |
| Negative | 1340 |
| Negative (%) | 46.2% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | -10.035 |
|---|---|
| 5-th percentile | -5.84227 |
| Q1 | -1.56555 |
| median | 0.1374 |
| Q3 | 1.7925 |
| 95-th percentile | 6.00645 |
| Maximum | 10.0952 |
| Range | 20.1302 |
| Interquartile range (IQR) | 3.35805 |
Descriptive statistics
| Standard deviation | 3.44458752 |
|---|---|
| Coefficient of variation (CV) | 37.44424333 |
| Kurtosis | 1.535819714 |
| Mean | 0.09199244567 |
| Median Absolute Deviation (MAD) | 1.6759 |
| Skewness | 0.003536367847 |
| Sum | 266.6861 |
| Variance | 11.86518318 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 69 | 2.4% |
| 10 | 12 | 0.4% |
| -10 | 5 | 0.2% |
| 2.7778 | 4 | 0.1% |
| -1.6043 | 3 | 0.1% |
| 0.6623 | 3 | 0.1% |
| -2.9412 | 3 | 0.1% |
| 2.0513 | 3 | 0.1% |
| 2.1898 | 3 | 0.1% |
| 2.2222 | 3 | 0.1% |
| Other values (2669) | 2791 |
| Value | Count | Frequency (%) |
| -10.035 | 1 | |
| -10.0301 | 1 | |
| -10.0295 | 2 | |
| -10.0182 | 1 | |
| -10.0181 | 1 | |
| -10.0162 | 1 | |
| -10.0146 | 1 | |
| -10.0126 | 1 | |
| -10.0124 | 1 | |
| -10.011 | 1 |
| Value | Count | Frequency (%) |
| 10.0952 | 1 | |
| 10.0686 | 1 | |
| 10.0629 | 2 | |
| 10.0606 | 1 | |
| 10.052 | 1 | |
| 10.0488 | 1 | |
| 10.0413 | 1 | |
| 10.0379 | 1 | |
| 10.0372 | 1 | |
| 10.0366 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.8 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2899 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1492 | |
| 0 | 1407 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 1 | 1492 | |
| 0 | 1407 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1492 | |
| 0 | 1407 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2899 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1492 | |
| 0 | 1407 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2899 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1492 | |
| 0 | 1407 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2899 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1492 | |
| 0 | 1407 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| df_index | 日期 | 收盘价 | 最高价 | 最低价 | 开盘价 | 前收盘 | 换手率 | 成交量 | 成交金额 | 总市值 | 流通市值 | 涨跌额 | 涨跌幅 | 次日涨跌 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 2021/8/5 | 42.38 | 42.82 | 40.14 | 41.06 | 42.91 | 7.1907 | 50074714 | 2.081006e+09 | 36629243993 | 2.951250e+10 | -0.53 | -1.2351 | 0 |
| 1 | 1 | 2021/8/4 | 42.91 | 43.39 | 40.18 | 40.62 | 39.94 | 9.2611 | 64492318 | 2.693173e+09 | 37087325619 | 2.988158e+10 | 2.97 | 7.4362 | 0 |
| 2 | 2 | 2021/8/3 | 39.94 | 43.24 | 39.94 | 43.00 | 44.38 | 9.1361 | 63621551 | 2.616777e+09 | 34520339903 | 2.781333e+10 | -4.44 | -10.0045 | 1 |
| 3 | 3 | 2021/8/2 | 44.38 | 49.73 | 43.47 | 49.00 | 48.30 | 13.8937 | 96752489 | 4.423091e+09 | 38357853903 | 3.090525e+10 | -3.92 | -8.1159 | 0 |
| 4 | 4 | 2021/7/30 | 48.30 | 51.89 | 45.70 | 47.56 | 48.08 | 9.8992 | 68936086 | 3.320110e+09 | 36210947501 | 3.363505e+10 | 0.22 | 0.4576 | 0 |
| 5 | 5 | 2021/7/29 | 48.08 | 49.98 | 46.61 | 48.50 | 46.56 | 7.7063 | 53665277 | 2.607217e+09 | 36046011509 | 3.348185e+10 | 1.52 | 3.2646 | 1 |
| 6 | 6 | 2021/7/28 | 46.56 | 48.18 | 43.20 | 45.54 | 46.15 | 6.5286 | 45464036 | 2.112774e+09 | 34906453741 | 3.242336e+10 | 0.41 | 0.8884 | 1 |
| 7 | 7 | 2021/7/27 | 46.15 | 53.13 | 45.00 | 49.10 | 49.53 | 8.0903 | 56339044 | 2.768295e+09 | 34599073027 | 3.213784e+10 | -3.38 | -6.8241 | 1 |
| 8 | 8 | 2021/7/26 | 49.53 | 50.66 | 47.30 | 49.01 | 49.40 | 5.3599 | 37325427 | 1.834160e+09 | 37133089643 | 3.449160e+10 | 0.13 | 0.2632 | 0 |
| 9 | 9 | 2021/7/23 | 49.40 | 52.70 | 47.92 | 50.00 | 51.20 | 6.9568 | 48445782 | 2.429679e+09 | 37035627465 | 3.440107e+10 | -1.80 | -3.5156 | 1 |
Last rows
| df_index | 日期 | 收盘价 | 最高价 | 最低价 | 开盘价 | 前收盘 | 换手率 | 成交量 | 成交金额 | 总市值 | 流通市值 | 涨跌额 | 涨跌幅 | 次日涨跌 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2889 | 3203 | 2008/6/6 | 17.01 | 17.47 | 16.80 | 16.91 | 16.85 | 6.4910 | 3982331 | 6.844929e+07 | 5216796900 | 1.043598e+09 | 0.16 | 0.9496 | 0 |
| 2890 | 3204 | 2008/6/5 | 16.85 | 16.98 | 16.67 | 16.95 | 16.86 | 4.8886 | 2999259 | 5.039372e+07 | 5167726500 | 1.033781e+09 | -0.01 | -0.0593 | 1 |
| 2891 | 3205 | 2008/6/4 | 16.86 | 17.18 | 16.76 | 17.18 | 17.05 | 5.1373 | 3151864 | 5.317705e+07 | 5170793400 | 1.034395e+09 | -0.19 | -1.1144 | 0 |
| 2892 | 3206 | 2008/6/3 | 17.05 | 17.47 | 16.95 | 17.30 | 17.27 | 7.7419 | 4749805 | 8.162274e+07 | 5229064500 | 1.046052e+09 | -0.22 | -1.2739 | 0 |
| 2893 | 3207 | 2008/6/2 | 17.27 | 17.48 | 17.01 | 17.25 | 17.24 | 6.3211 | 3878104 | 6.687937e+07 | 5296536300 | 1.059549e+09 | 0.03 | 0.1740 | 0 |
| 2894 | 3208 | 2008/5/30 | 17.24 | 17.75 | 16.83 | 17.68 | 17.70 | 11.2793 | 6920084 | 1.187726e+08 | 5287335600 | 1.057708e+09 | -0.46 | -2.5989 | 1 |
| 2895 | 3209 | 2008/5/29 | 17.70 | 18.17 | 17.51 | 17.64 | 17.64 | 11.1834 | 6861255 | 1.224930e+08 | 5428413000 | 1.085930e+09 | 0.06 | 0.3401 | 0 |
| 2896 | 3210 | 2008/5/28 | 17.64 | 18.09 | 17.30 | 17.84 | 18.01 | 16.0819 | 9866543 | 1.742992e+08 | 5410011600 | 1.082249e+09 | -0.37 | -2.0544 | 1 |
| 2897 | 3211 | 2008/5/27 | 18.01 | 18.80 | 17.85 | 18.68 | 18.40 | 15.3917 | 9443111 | 1.725063e+08 | 5523486900 | 1.104950e+09 | -0.39 | -2.1196 | 0 |
| 2898 | 3212 | 2008/5/26 | 18.40 | 19.69 | 18.40 | 19.69 | 20.44 | 29.0461 | 17820370 | 3.315659e+08 | 5643096000 | 1.128877e+09 | -2.04 | -9.9804 | 0 |